RAG-MCP Pipeline Research
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
Directory
A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.
# Confluence MCP Server A FastMCP-based server that provides seamless integration with Confluence's REST API, enabling programmatic access to Confluence…
AIKD (AI Knowledge Daemon) is an MCP tool provider written in Rust that gives AI agents instant access to your codebase. It indexes project files into a…
It is a filesystem Model Context Protocol (MCP) server for Claude Desktop that enables Claude to read, write, and manipulate files on your system. It is built…
A distributed memory bank MCP tool that stores memories in a KùzuDB graph database, with repository and branch filtering capabilities.
An intelligent scientific reasoning framework that uses graph structures and Neo4j to perform advanced reasoning via the Model Context Protocol (MCP).
Fsext-MCP-Server(Typescript): A full-featured secure MCP server for local file system operations, with built-in image processing, OCR and media tools. Fully…
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows
A code repository indexing tool to supercharge your LLM experience.
Persistent memory for any AI assistant — Claude, ChatGPT, Cursor — backed by your local Obsidian vault. One daemon, all your tools.
Bridges Needle AI platform with MCP servers to enable advanced natural language processing and machine learning capabilities.
The MCP server for Bitrix24 provides AI assistants with structured access to the Bitrix24 API. It delivers up-to-date method descriptions, parameters, and…
A Model Context Protocol (MCP) server for searching and downloading academic papers from multiple sources, including arXiv, PubMed, bioRxiv, and Sci-Hub…
Remote MCP server (Streamable HTTP, read-only, no auth) at https://doc.2328.io/mcp — integration documentation for the 2328 payment platform.
Use My AskAI to find product, setup, integration, API, feature, pricing, and troubleshooting information. Search the public knowledge base, read complete…
Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.
This MCP (Model Context Protocol) server provides integration with Wiki.JS for searching and listing pages from Agent Voice Response Wiki.JS instance.
A Model Context Protocol (MCP) server that provides seamless integration with Anki, enabling AI assistants to interact with your flashcard collection. Create…
Connects Claude Desktop to a Langflow-powered document question-answering system through a query_docs tool that processes document-based questions using a…
Integrates with Apollo.io's API to enable access to sales intelligence data, including contact enrichment, company information, and job listings for sales…
An open-source collaborative wiki and documentation software with AI integration via MCP.
A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
Export and organize Claude Code conversations with powerful filtering. Supports CLI and MCP server integration for Claude Desktop.
Integrates with Godot to enable AI interaction with scripts, supporting features like reading, listing, and updating script information for enhanced game…